Pandas Profiling Report

Dataset statistics

Number of variables	42
Number of observations	186523
Missing cells	6147
Missing cells (%)	0.1%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	59.8 MiB
Average record size in memory	336.0 B

Variable types

NUM	29
BOOL	7
CAT	6

Warnings

`flag_telefone` has constant value "186523"	Constant
`nascimento` has a high cardinality: 15116 distinct values	High cardinality
`data_contrato` has a high cardinality: 84 distinct values	High cardinality
`tem_med_emp` has a high cardinality: 189 distinct values	High cardinality
`tem_pri_emp` has a high cardinality: 291 distinct values	High cardinality
`pri_emp_tom` is highly correlated with `pri_emp_san`	High correlation
`pri_emp_san` is highly correlated with `pri_emp_tom`	High correlation
`sec_emp_san` is highly correlated with `sec_emp_abt` and 1 other fields	High correlation
`sec_emp_abt` is highly correlated with `sec_emp_san` and 1 other fields	High correlation
`sec_emp_tom` is highly correlated with `sec_emp_abt` and 1 other fields	High correlation
`emprego` has 6147 (3.3%) missing values	Missing
`pri_emp_abt` is highly skewed (γ1 = 30.69564031)	Skewed
`pri_emp_san` is highly skewed (γ1 = 306.8631852)	Skewed
`pri_emp_tom` is highly skewed (γ1 = 305.7799348)	Skewed
`sec_qtd_tot_emp` is highly skewed (γ1 = 28.32622344)	Skewed
`sec_qtd_tot_emp_atv` is highly skewed (γ1 = 31.15570999)	Skewed
`sec_qtd_tot_def` is highly skewed (γ1 = 24.27761841)	Skewed
`sec_emp_abt` is highly skewed (γ1 = 104.3726495)	Skewed
`sec_emp_san` is highly skewed (γ1 = 73.22473392)	Skewed
`sec_emp_tom` is highly skewed (γ1 = 73.71455172)	Skewed
`par_pri_emp` is highly skewed (γ1 = 70.11203895)	Skewed
`par_seg_emp` is highly skewed (γ1 = 153.6010717)	Skewed
`df_index` has unique values	Unique
`id_pessoa` has unique values	Unique
`score` has 93698 (50.2%) zeros	Zeros
`pri_qtd_tot_emp` has 93698 (50.2%) zeros	Zeros
`pri_qtd_tot_emp_atv` has 109771 (58.9%) zeros	Zeros
`pri_qtd_tot_def` has 165616 (88.8%) zeros	Zeros
`pri_emp_abt` has 113463 (60.8%) zeros	Zeros
`pri_emp_san` has 110630 (59.3%) zeros	Zeros
`pri_emp_tom` has 110717 (59.4%) zeros	Zeros
`sec_qtd_tot_emp` has 181821 (97.5%) zeros	Zeros
`sec_qtd_tot_emp_atv` has 183450 (98.4%) zeros	Zeros
`sec_qtd_tot_def` has 185430 (99.4%) zeros	Zeros
`sec_emp_abt` has 183819 (98.6%) zeros	Zeros
`sec_emp_san` has 183518 (98.4%) zeros	Zeros
`sec_emp_tom` has 183542 (98.4%) zeros	Zeros
`par_pri_emp` has 127636 (68.4%) zeros	Zeros
`par_seg_emp` has 184739 (99.0%) zeros	Zeros
`nov_emp_6m` has 145294 (77.9%) zeros	Zeros
`def_emp_6m` has 172034 (92.2%) zeros	Zeros
`qtd_sol_emp` has 161559 (86.6%) zeros	Zeros

Reproduction

Analysis started	2020-10-02 18:39:36.128904
Analysis finished	2020-10-02 18:43:42.410166
Duration	4 minutes and 6.28 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	186523
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	116450.0138
Minimum	0
Maximum	233153
Zeros	1
Zeros (%)	< 0.1%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	11628.1
Q1	58097.5
median	116400
Q3	174698.5
95-th percentile	221434.9
Maximum	233153
Range	233153
Interquartile range (IQR)	116601

Descriptive statistics

Standard deviation	67312.08146
Coefficient of variation (CV)	0.5780341219
Kurtosis	-1.200723562
Mean	116450.0138
Median Absolute Deviation (MAD)	58301
Skewness	0.001925345223
Sum	2.172060592e+10
Variance	4530916311
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2047	1	< 0.1%
89473	1	< 0.1%
175487	1	< 0.1%
173438	1	< 0.1%
179581	1	< 0.1%
177532	1	< 0.1%
167291	1	< 0.1%
171385	1	< 0.1%
169336	1	< 0.1%
195957	1	< 0.1%
Other values (186513)	186513	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	< 0.1%
1	1	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
4	1	< 0.1%

Value	Count	Frequency (%)
233153	1	< 0.1%
233152	1	< 0.1%
233151	1	< 0.1%
233150	1	< 0.1%
233149	1	< 0.1%

id_pessoa
Real number (ℝ_≥0)

UNIQUE

Distinct	186523
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	535857.1509
Minimum	417428
Maximum	671084
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	417428
5-th percentile	429177.1
Q1	476752.5
median	535850
Q3	594974.5
95-th percentile	642340.8
Maximum	671084
Range	253656
Interquartile range (IQR)	118222

Descriptive statistics

Standard deviation	68332.56085
Coefficient of variation (CV)	0.1275201063
Kurtosis	-1.197307771
Mean	535857.1509
Median Absolute Deviation (MAD)	59112
Skewness	-0.002015233297
Sum	9.994968336e+10
Variance	4669338872
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
526335	1	< 0.1%
454007	1	< 0.1%
445811	1	< 0.1%
447856	1	< 0.1%
421223	1	< 0.1%
419174	1	< 0.1%
423268	1	< 0.1%
503135	1	< 0.1%
501086	1	< 0.1%
507229	1	< 0.1%
Other values (186513)	186513	> 99.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
417428	1	< 0.1%
417429	1	< 0.1%
417430	1	< 0.1%
417431	1	< 0.1%
417432	1	< 0.1%

Value	Count	Frequency (%)
671084	1	< 0.1%
671033	1	< 0.1%
658676	1	< 0.1%
658675	1	< 0.1%
658674	1	< 0.1%

valor_emprestimo
Real number (ℝ_≥0)

Distinct	21749
Distinct (%)	11.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	54353.68279
Minimum	13320
Maximum	990572
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	13320
5-th percentile	34939
Q1	47145
median	53803
Q3	60401
95-th percentile	74079
Maximum	990572
Range	977252
Interquartile range (IQR)	13256

Descriptive statistics

Standard deviation	13025.57436
Coefficient of variation (CV)	0.2396447433
Kurtosis	304.6867808
Mean	54353.68279
Median Absolute Deviation (MAD)	6644
Skewness	5.254190427
Sum	1.013821198e+10
Variance	169665587.4
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
48349	1726	0.9%
53303	1695	0.9%
51303	1578	0.8%
50303	1569	0.8%
55259	1507	0.8%
52303	1485	0.8%
47349	1462	0.8%
57259	1297	0.7%
56259	1284	0.7%
46349	1277	0.7%
Other values (21739)	171643	92.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
13320	1	< 0.1%
13369	1	< 0.1%
13600	1	< 0.1%
13640	1	< 0.1%
13664	4	< 0.1%

Value	Count	Frequency (%)
990572	1	< 0.1%
987354	1	< 0.1%
592460	1	< 0.1%
332045	1	< 0.1%
237779	1	< 0.1%

custo_ativo
Real number (ℝ_≥0)

Distinct	42481
Distinct (%)	22.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	75854.33434
Minimum	37000
Maximum	1628992
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	37000
5-th percentile	58251
Q1	65717.5
median	70945
Q3	79181
95-th percentile	109635.7
Maximum	1628992
Range	1591992
Interquartile range (IQR)	13463.5

Descriptive statistics

Standard deviation	19060.17616
Coefficient of variation (CV)	0.2512733955
Kurtosis	352.8904128
Mean	75854.33434
Median Absolute Deviation (MAD)	6192
Skewness	6.93547847
Sum	1.414857800e+10
Variance	363290315.1
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
68000	548	0.3%
67000	479	0.3%
72000	423	0.2%
70000	397	0.2%
74000	377	0.2%
73000	372	0.2%
66000	370	0.2%
75000	364	0.2%
69000	351	0.2%
65000	320	0.2%
Other values (42471)	182522	97.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
37000	2	< 0.1%
37129	1	< 0.1%
37230	1	< 0.1%
37310	1	< 0.1%
37816	1	< 0.1%

Value	Count	Frequency (%)
1628992	1	< 0.1%
1328954	1	< 0.1%
715186	1	< 0.1%
459625	1	< 0.1%
383600	1	< 0.1%

emprestimo_custo
Real number (ℝ_≥0)

Distinct	6378
Distinct (%)	3.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	74.75372265
Minimum	14.17
Maximum	95
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	14.17
5-th percentile	52.46
Q1	68.87
median	76.8
Q3	83.67
95-th percentile	89.38
Maximum	95
Range	80.83
Interquartile range (IQR)	14.8

Descriptive statistics

Standard deviation	11.4304345
Coefficient of variation (CV)	0.1529078967
Kurtosis	1.275395213
Mean	74.75372265
Median Absolute Deviation (MAD)	7.27
Skewness	-1.069009619
Sum	13943288.61
Variance	130.6548328
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
85	3493	1.9%
84.99	820	0.4%
79.99	448	0.2%
80	394	0.2%
79.9	332	0.2%
75	329	0.2%
74.93	312	0.2%
79.79	311	0.2%
89.89	274	0.1%
79.95	269	0.1%
Other values (6368)	179541	96.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14.17	1	< 0.1%
15.3	1	< 0.1%
15.58	1	< 0.1%
17.05	1	< 0.1%
17.13	1	< 0.1%

Value	Count	Frequency (%)
95	6	< 0.1%
94.99	4	< 0.1%
94.98	8	< 0.1%
94.97	5	< 0.1%
94.96	11	< 0.1%

agencia
Real number (ℝ_≥0)

Distinct	82
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	72.81785624
Minimum	1
Maximum	261
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	14
median	61
Q3	130
95-th percentile	249
Maximum	261
Range	260
Interquartile range (IQR)	116

Descriptive statistics

Standard deviation	69.80282204
Coefficient of variation (CV)	0.9585948507
Kurtosis	0.3058193865
Mean	72.81785624
Median Absolute Deviation (MAD)	50
Skewness	1.030977532
Sum	13582205
Variance	4872.433964
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	10481	5.6%
67	9116	4.9%
3	7419	4.0%
5	7396	4.0%
36	7058	3.8%
136	6259	3.4%
34	6224	3.3%
16	5168	2.8%
19	4678	2.5%
1	4592	2.5%
Other values (72)	118132	63.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	4592	2.5%
2	10481	5.6%
3	7419	4.0%
5	7396	4.0%
7	2565	1.4%

Value	Count	Frequency (%)
261	141	0.1%
260	288	0.2%
259	285	0.2%
258	302	0.2%
257	980	0.5%

revendedora
Real number (ℝ_≥0)

Distinct	2924
Distinct (%)	1.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	19635.29279
Minimum	10524
Maximum	24803
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	10524
5-th percentile	14180
Q1	16535
median	20333
Q3	23000
95-th percentile	24119
Maximum	24803
Range	14279
Interquartile range (IQR)	6465

Descriptive statistics

Standard deviation	3491.178096
Coefficient of variation (CV)	0.1778011732
Kurtosis	-1.47618857
Mean	19635.29279
Median Absolute Deviation (MAD)	3058
Skewness	-0.1680836109
Sum	3662433718
Variance	12188324.5
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
18317	1128	0.6%
15694	1048	0.6%
15663	1026	0.6%
17980	1021	0.5%
14234	1001	0.5%
18166	960	0.5%
14375	914	0.5%
21980	911	0.5%
22727	873	0.5%
14145	847	0.5%
Other values (2914)	176794	94.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
10524	6	< 0.1%
12311	2	< 0.1%
12312	39	< 0.1%
12374	80	< 0.1%
12441	39	< 0.1%

Value	Count	Frequency (%)
24803	2	< 0.1%
24802	2	< 0.1%
24799	1	< 0.1%
24797	1	< 0.1%
24793	1	< 0.1%

montadora
Real number (ℝ_≥0)

Distinct	11
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	69.0078489
Minimum	45
Maximum	156
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	45
5-th percentile	45
Q1	48
median	86
Q3	86
95-th percentile	86
Maximum	156
Range	111
Interquartile range (IQR)	38

Descriptive statistics

Standard deviation	22.11344458
Coefficient of variation (CV)	0.3204482524
Kurtosis	-0.7243704664
Mean	69.0078489
Median Absolute Deviation (MAD)	34
Skewness	0.3859416686
Sum	12871551
Variance	489.0044312
Monotocity	Not monotonic

Histogram with fixed size bins (bins=11)

Value	Count	Frequency (%)
86	87724	47.0%
45	45354	24.3%
51	21753	11.7%
48	13346	7.2%
49	8163	4.4%
120	7637	4.1%
67	1915	1.0%
145	616	0.3%
153	10	< 0.1%
152	4	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
45	45354	24.3%
48	13346	7.2%
49	8163	4.4%
51	21753	11.7%
67	1915	1.0%

Value	Count	Frequency (%)
156	1	< 0.1%
153	10	< 0.1%
152	4	< 0.1%
145	616	0.3%
120	7637	4.1%

Current_pincode_ID
Real number (ℝ_≥0)

Distinct	6510
Distinct (%)	3.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	3400.717863
Minimum	1
Maximum	7345
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	263
Q1	1511
median	2972
Q3	5679
95-th percentile	6943
Maximum	7345
Range	7344
Interquartile range (IQR)	4168

Descriptive statistics

Standard deviation	2238.301828
Coefficient of variation (CV)	0.6581851004
Kurtosis	-1.288888058
Mean	3400.717863
Median Absolute Deviation (MAD)	1920
Skewness	0.2744225481
Sum	634312098
Variance	5009995.075
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2578	1518	0.8%
1446	1378	0.7%
1515	885	0.5%
2989	746	0.4%
2943	730	0.4%
1509	693	0.4%
2782	671	0.4%
1794	641	0.3%
571	624	0.3%
3363	601	0.3%
Other values (6500)	178036	95.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	19	< 0.1%
2	53	< 0.1%
3	37	< 0.1%
4	70	< 0.1%
5	178	0.1%

Value	Count	Frequency (%)
7345	6	< 0.1%
7344	1	< 0.1%
7343	1	< 0.1%
7342	1	< 0.1%
7341	4	< 0.1%

nascimento
Categorical

HIGH CARDINALITY

Distinct	15116
Distinct (%)	8.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

01-01-90	1735
01-01-88	1719
01-01-87	1693
01-01-86	1657
01-01-85	1620
Other values (15111)	178099

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
01-01-90	1735	0.9%
01-01-88	1719	0.9%
01-01-87	1693	0.9%
01-01-86	1657	0.9%
01-01-85	1620	0.9%
01-01-89	1586	0.9%
01-01-91	1580	0.8%
01-01-95	1552	0.8%
01-01-92	1550	0.8%
01-01-93	1535	0.8%
Other values (15106)	170296	91.3%

Frequencies of value counts

Unique

Unique	1666 ?
Unique (%)	0.9%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

emprego
Categorical

MISSING

Distinct	2
Distinct (%)	< 0.1%
Missing	6147
Missing (%)	3.3%
Memory size	1.4 MiB

Self employed	102028
Salaried	78348

Frequencies
Length

Value	Count	Frequency (%)
Self employed	102028	54.7%
Salaried	78348	42.0%
(Missing)	6147	3.3%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	13
Mean length	10.57021922
Min length	3

data_contrato
Categorical

HIGH CARDINALITY

Distinct	84
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

31-10-18	7033
24-10-18	5366
31-08-18	5351
23-10-18	5182
26-10-18	4961
Other values (79)	158630

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
31-10-18	7033	3.8%
24-10-18	5366	2.9%
31-08-18	5351	2.9%
23-10-18	5182	2.8%
26-10-18	4961	2.7%
25-10-18	4715	2.5%
30-10-18	4705	2.5%
22-10-18	4692	2.5%
30-08-18	3779	2.0%
29-10-18	3497	1.9%
Other values (74)	137242	73.6%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	8
Median length	8
Mean length	8
Min length	8

estado
Real number (ℝ_≥0)

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.259833908
Minimum	1
Maximum	22
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	2
Q1	4
median	6
Q3	10
95-th percentile	16
Maximum	22
Range	21
Interquartile range (IQR)	6

Descriptive statistics

Standard deviation	4.478373964
Coefficient of variation (CV)	0.6168700304
Kurtosis	-0.3275150184
Mean	7.259833908
Median Absolute Deviation (MAD)	3
Skewness	0.8217260468
Sum	1354126
Variance	20.05583336
Monotocity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
4	35736	19.2%
3	27360	14.7%
6	26817	14.4%
13	14320	7.7%
9	12880	6.9%
8	11388	6.1%
5	8193	4.4%
14	7465	4.0%
1	7140	3.8%
7	5427	2.9%
Other values (12)	29797	16.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	7140	3.8%
2	3319	1.8%
3	27360	14.7%
4	35736	19.2%
5	8193	4.4%

Value	Count	Frequency (%)
22	57	< 0.1%
21	124	0.1%
20	146	0.1%
19	827	0.4%
18	4288	2.3%

funcionario
Real number (ℝ_≥0)

Distinct	3258
Distinct (%)	1.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1548.582807
Minimum	1
Maximum	3795
Zeros	0
Zeros (%)	0.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	1
5-th percentile	149
Q1	712
median	1451
Q3	2358
95-th percentile	3185
Maximum	3795
Range	3794
Interquartile range (IQR)	1646

Descriptive statistics

Standard deviation	974.7103402
Coefficient of variation (CV)	0.6294208714
Kurtosis	-1.050335125
Mean	1548.582807
Median Absolute Deviation (MAD)	810
Skewness	0.2455820427
Sum	288846311
Variance	950060.2473
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2546	497	0.3%
620	399	0.2%
255	394	0.2%
2153	334	0.2%
130	332	0.2%
956	288	0.2%
751	287	0.2%
1494	286	0.2%
64	285	0.2%
908	281	0.2%
Other values (3248)	183140	98.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	65	< 0.1%
3	116	0.1%
4	60	< 0.1%
5	75	< 0.1%
7	114	0.1%

Value	Count	Frequency (%)
3795	1	< 0.1%
3794	1	< 0.1%
3791	3	< 0.1%
3790	1	< 0.1%
3789	2	< 0.1%

flag_telefone
Boolean

CONSTANT
REJECTED

Distinct	1
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

1	186523

Common Values
Chart

Value	Count	Frequency (%)
1	186523	100.0%

flag_aadhar
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

1	156735
0	29788

Common Values
Chart

Value	Count	Frequency (%)
1	156735	84.0%
0	29788	16.0%

flag_pan
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	172460
1	14063

Common Values
Chart

Value	Count	Frequency (%)
0	172460	92.5%
1	14063	7.5%

flag_eleitor
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	159461
1	27062

Common Values
Chart

Value	Count	Frequency (%)
0	159461	85.5%
1	27062	14.5%

flag_cmotorista
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	182234
1	4289

Common Values
Chart

Value	Count	Frequency (%)
0	182234	97.7%
1	4289	2.3%

flag_passaporte
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	186131
1	392

Common Values
Chart

Value	Count	Frequency (%)
0	186131	99.8%
1	392	0.2%

score
Real number (ℝ_≥0)

ZEROS

Distinct	573
Distinct (%)	0.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	288.9711832
Minimum	0
Maximum	890
Zeros	93698
Zeros (%)	50.2%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	678
95-th percentile	825
Maximum	890
Range	890
Interquartile range (IQR)	678

Descriptive statistics

Standard deviation	338.3142486
Coefficient of variation (CV)	1.170754277
Kurtosis	-1.63277166
Mean	288.9711832
Median Absolute Deviation (MAD)	0
Skewness	0.4482240891
Sum	53899772
Variance	114456.5308
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	93698	50.2%
300	7064	3.8%
738	6914	3.7%
825	5871	3.1%
15	3000	1.6%
17	2926	1.6%
763	2406	1.3%
16	2318	1.2%
708	1669	0.9%
737	1609	0.9%
Other values (563)	59048	31.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	93698	50.2%
11	3	< 0.1%
14	767	0.4%
15	3000	1.6%
16	2318	1.2%

Value	Count	Frequency (%)
890	3	< 0.1%
884	1	< 0.1%
879	51	< 0.1%
878	5	< 0.1%
873	7	< 0.1%

score_desc
Categorical

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

No Bureau History Available	93698
C-Very Low Risk	12838
A-Very Low Risk	11278
D-Very Low Risk	9093
B-Very Low Risk	7332
Other values (15)	52284

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
No Bureau History Available	93698	50.2%
C-Very Low Risk	12838	6.9%
A-Very Low Risk	11278	6.0%
D-Very Low Risk	9093	4.9%
B-Very Low Risk	7332	3.9%
M-Very High Risk	7064	3.8%
F-Low Risk	6847	3.7%
K-High Risk	6566	3.5%
H-Medium Risk	5449	2.9%
E-Low Risk	4628	2.5%
Other values (10)	21730	11.7%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	55
Median length	27
Mean length	22.21520134
Min length	10

pri_qtd_tot_emp
Real number (ℝ_≥0)

ZEROS

Distinct	104
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	2.434048348
Minimum	0
Maximum	453
Zeros	93698
Zeros (%)	50.2%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	3
95-th percentile	11
Maximum	453
Range	453
Interquartile range (IQR)	3

Descriptive statistics

Standard deviation	5.24306598
Coefficient of variation (CV)	2.154051699
Kurtosis	495.3134747
Mean	2.434048348
Median Absolute Deviation (MAD)	0
Skewness	10.71977469
Sum	454006
Variance	27.48974087
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	93698	50.2%
1	27943	15.0%
2	15826	8.5%
3	10362	5.6%
4	7455	4.0%
5	5795	3.1%
6	4466	2.4%
7	3546	1.9%
8	2794	1.5%
9	2300	1.2%
Other values (94)	12338	6.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	93698	50.2%
1	27943	15.0%
2	15826	8.5%
3	10362	5.6%
4	7455	4.0%

Value	Count	Frequency (%)
453	1	< 0.1%
354	1	< 0.1%
271	1	< 0.1%
194	1	< 0.1%
148	2	< 0.1%

pri_qtd_tot_emp_atv
Real number (ℝ_≥0)

ZEROS

Distinct	39
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	1.036268986
Minimum	0
Maximum	144
Zeros	109771
Zeros (%)	58.9%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1
95-th percentile	5
Maximum	144
Range	144
Interquartile range (IQR)	1

Descriptive statistics

Standard deviation	1.942854644
Coefficient of variation (CV)	1.874855536
Kurtosis	188.0254518
Mean	1.036268986
Median Absolute Deviation (MAD)	0
Skewness	5.823731476
Sum	193288
Variance	3.774684168
Monotocity	Not monotonic

Histogram with fixed size bins (bins=39)

Value	Count	Frequency (%)
0	109771	58.9%
1	33583	18.0%
2	17257	9.3%
3	9759	5.2%
4	5978	3.2%
5	3610	1.9%
6	2217	1.2%
7	1430	0.8%
8	954	0.5%
9	588	0.3%
Other values (29)	1376	0.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	109771	58.9%
1	33583	18.0%
2	17257	9.3%
3	9759	5.2%
4	5978	3.2%

Value	Count	Frequency (%)
144	1	< 0.1%
65	1	< 0.1%
52	1	< 0.1%
43	1	< 0.1%
42	1	< 0.1%

pri_qtd_tot_def
Real number (ℝ_≥0)

ZEROS

Distinct	20
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.156045099
Minimum	0
Maximum	23
Zeros	165616
Zeros (%)	88.8%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	23
Range	23
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.5457297021
Coefficient of variation (CV)	3.497256278
Kurtosis	104.0289984
Mean	0.156045099
Median Absolute Deviation (MAD)	0
Skewness	7.068909116
Sum	29106
Variance	0.2978209077
Monotocity	Not monotonic

Histogram with fixed size bins (bins=20)

Value	Count	Frequency (%)
0	165616	88.8%
1	15851	8.5%
2	3437	1.8%
3	969	0.5%
4	322	0.2%
5	144	0.1%
6	76	< 0.1%
7	32	< 0.1%
8	22	< 0.1%
9	19	< 0.1%
Other values (10)	35	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	165616	88.8%
1	15851	8.5%
2	3437	1.8%
3	969	0.5%
4	322	0.2%

Value	Count	Frequency (%)
23	1	< 0.1%
19	1	< 0.1%
17	1	< 0.1%
16	1	< 0.1%
15	1	< 0.1%

pri_emp_abt
Real number (ℝ)

SKEWED
ZEROS

Distinct	58811
Distinct (%)	31.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	166181.9059
Minimum	-2018309
Maximum	96524920
Zeros	113463
Zeros (%)	60.8%
Memory size	1.4 MiB

Quantile statistics

Minimum	-2018309
5-th percentile	0
Q1	0
median	0
Q3	34860
95-th percentile	801337.7
Maximum	96524920
Range	98543229
Interquartile range (IQR)	34860

Descriptive statistics

Standard deviation	967065.0273
Coefficient of variation (CV)	5.81931602
Kurtosis	1709.788142
Mean	166181.9059
Median Absolute Deviation (MAD)	0
Skewness	30.69564031
Sum	3.099674764e+10
Variance	9.35214767e+11
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	113463	60.8%
800	100	0.1%
400	96	0.1%
100000	71	< 0.1%
50000	68	< 0.1%
40000	67	< 0.1%
30000	67	< 0.1%
25000	60	< 0.1%
20000	55	< 0.1%
60000	52	< 0.1%
Other values (58801)	72424	38.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2018309	1	< 0.1%
-1738415	1	< 0.1%
-1408314	1	< 0.1%
-1306449	1	< 0.1%
-1178242	1	< 0.1%

Value	Count	Frequency (%)
96524920	1	< 0.1%
75603400	1	< 0.1%
66406160	1	< 0.1%
63531320	1	< 0.1%
63359040	1	< 0.1%

pri_emp_san
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	36559
Distinct (%)	19.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	219739.6944
Minimum	0
Maximum	1000000000
Zeros	110630
Zeros (%)	59.3%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	62000
95-th percentile	1030000
Maximum	1000000000
Range	1000000000
Interquartile range (IQR)	62000

Descriptive statistics

Standard deviation	2602928.113
Coefficient of variation (CV)	11.84550711
Kurtosis	116769.9394
Mean	219739.6944
Median Absolute Deviation (MAD)	0
Skewness	306.8631852
Sum	4.098650702e+10
Variance	6.77523476e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	110630	59.3%
50000	1204	0.6%
30000	1133	0.6%
100000	782	0.4%
25000	752	0.4%
40000	702	0.4%
20000	685	0.4%
60000	476	0.3%
200000	472	0.3%
15000	445	0.2%
Other values (36549)	69242	37.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	110630	59.3%
1	29	< 0.1%
2	18	< 0.1%
3	12	< 0.1%
4	19	< 0.1%

Value	Count	Frequency (%)
1000000000	1	< 0.1%
105865712	1	< 0.1%
100425000	1	< 0.1%
92622816	1	< 0.1%
80327560	1	< 0.1%

pri_emp_tom
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	39362
Distinct (%)	21.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	219339.6203
Minimum	0
Maximum	1000000000
Zeros	110717
Zeros (%)	59.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	60067
95-th percentile	1027987
Maximum	1000000000
Range	1000000000
Interquartile range (IQR)	60067

Descriptive statistics

Standard deviation	2606129.24
Coefficient of variation (CV)	11.88170763
Kurtosis	116198.2453
Mean	219339.6203
Median Absolute Deviation (MAD)	0
Skewness	305.7799348
Sum	4.091188399e+10
Variance	6.791909615e+12
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	110717	59.4%
50000	1125	0.6%
30000	1054	0.6%
100000	765	0.4%
40000	638	0.3%
25000	598	0.3%
20000	530	0.3%
200000	479	0.3%
300000	441	0.2%
60000	424	0.2%
Other values (39352)	69752	37.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	110717	59.4%
1	34	< 0.1%
2	19	< 0.1%
3	12	< 0.1%
4	18	< 0.1%

Value	Count	Frequency (%)
1000000000	1	< 0.1%
105755712	1	< 0.1%
100425000	1	< 0.1%
92628728	1	< 0.1%
80349168	1	< 0.1%

sec_qtd_tot_emp
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	37
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.0609897975
Minimum	0
Maximum	52
Zeros	181821
Zeros (%)	97.5%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	52
Range	52
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.6570413928
Coefficient of variation (CV)	10.7729722
Kurtosis	1283.769316
Mean	0.0609897975
Median Absolute Deviation (MAD)	0
Skewness	28.32622344
Sum	11376
Variance	0.4317033919
Monotocity	Not monotonic

Histogram with fixed size bins (bins=37)

Value	Count	Frequency (%)
0	181821	97.5%
1	2745	1.5%
2	830	0.4%
3	362	0.2%
4	238	0.1%
5	119	0.1%
6	100	0.1%
8	60	< 0.1%
7	58	< 0.1%
9	33	< 0.1%
Other values (27)	157	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	181821	97.5%
1	2745	1.5%
2	830	0.4%
3	362	0.2%
4	238	0.1%

Value	Count	Frequency (%)
52	1	< 0.1%
46	2	< 0.1%
42	1	< 0.1%
38	2	< 0.1%
37	1	< 0.1%

sec_qtd_tot_emp_atv
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	22
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.02841472633
Minimum	0
Maximum	36
Zeros	183450
Zeros (%)	98.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	36
Range	36
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3256757753
Coefficient of variation (CV)	11.4615137
Kurtosis	1835.099719
Mean	0.02841472633
Median Absolute Deviation (MAD)	0
Skewness	31.15570999
Sum	5300
Variance	0.1060647106
Monotocity	Not monotonic

Histogram with fixed size bins (bins=22)

Value	Count	Frequency (%)
0	183450	98.4%
1	2129	1.1%
2	526	0.3%
3	159	0.1%
4	104	0.1%
5	50	< 0.1%
6	27	< 0.1%
7	21	< 0.1%
8	15	< 0.1%
9	10	< 0.1%
Other values (12)	32	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	183450	98.4%
1	2129	1.1%
2	526	0.3%
3	159	0.1%
4	104	0.1%

Value	Count	Frequency (%)
36	1	< 0.1%
26	1	< 0.1%
22	2	< 0.1%
21	1	< 0.1%
20	1	< 0.1%

sec_qtd_tot_def
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	9
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.007511138037
Minimum	0
Maximum	8
Zeros	185430
Zeros (%)	99.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	8
Range	8
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.1149469213
Coefficient of variation (CV)	15.30352934
Kurtosis	866.3538733
Mean	0.007511138037
Median Absolute Deviation (MAD)	0
Skewness	24.27761841
Sum	1401
Variance	0.01321279471
Monotocity	Not monotonic

Histogram with fixed size bins (bins=9)

Value	Count	Frequency (%)
0	185430	99.4%
1	916	0.5%
2	105	0.1%
3	38	< 0.1%
4	19	< 0.1%
5	8	< 0.1%
6	5	< 0.1%
8	1	< 0.1%
7	1	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	185430	99.4%
1	916	0.5%
2	105	0.1%
3	38	< 0.1%
4	19	< 0.1%

Value	Count	Frequency (%)
8	1	< 0.1%
7	1	< 0.1%
6	5	< 0.1%
5	8	< 0.1%
4	19	< 0.1%

sec_emp_abt
Real number (ℝ)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2625
Distinct (%)	1.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	5814.831436
Minimum	-574647
Maximum	36032852
Zeros	183819
Zeros (%)	98.6%
Memory size	1.4 MiB

Quantile statistics

Minimum	-574647
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	36032852
Range	36607499
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	184752.4064
Coefficient of variation (CV)	31.77261601
Kurtosis	15462.23426
Mean	5814.831436
Median Absolute Deviation (MAD)	0
Skewness	104.3726495
Sum	1084599804
Variance	3.413345167e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	183819	98.6%
800	8	< 0.1%
400	7	< 0.1%
100	6	< 0.1%
589	5	< 0.1%
1200	4	< 0.1%
1070	4	< 0.1%
20000	3	< 0.1%
5000	3	< 0.1%
12950	3	< 0.1%
Other values (2615)	2661	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-574647	1	< 0.1%
-155527	1	< 0.1%
-117138	1	< 0.1%
-31290	1	< 0.1%
-20000	1	< 0.1%

Value	Count	Frequency (%)
36032852	1	< 0.1%
29560540	1	< 0.1%
24692024	1	< 0.1%
22497172	1	< 0.1%
19638280	1	< 0.1%

sec_emp_san
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	1856
Distinct (%)	1.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7787.940903
Minimum	0
Maximum	30000000
Zeros	183518
Zeros (%)	98.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000000
Range	30000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	197362.8548
Coefficient of variation (CV)	25.34210997
Kurtosis	7966.347359
Mean	7787.940903
Median Absolute Deviation (MAD)	0
Skewness	73.22473392
Sum	1452630101
Variance	3.895209645e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	183518	98.4%
50000	65	< 0.1%
100000	51	< 0.1%
200000	33	< 0.1%
40000	32	< 0.1%
30000	31	< 0.1%
10000	26	< 0.1%
15000	26	< 0.1%
25000	26	< 0.1%
20000	25	< 0.1%
Other values (1846)	2690	1.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	183518	98.4%
1	3	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
30000000	1	< 0.1%
26888200	1	< 0.1%
25000000	1	< 0.1%
19800000	1	< 0.1%
18691002	1	< 0.1%

sec_emp_tom
Real number (ℝ_≥0)

HIGH CORRELATION
SKEWED
ZEROS

Distinct	2104
Distinct (%)	1.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	7668.266058
Minimum	0
Maximum	30000000
Zeros	183542
Zeros (%)	98.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	30000000
Range	30000000
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	196767.7237
Coefficient of variation (CV)	25.66000216
Kurtosis	8056.586376
Mean	7668.266058
Median Absolute Deviation (MAD)	0
Skewness	73.71455172
Sum	1430307990
Variance	3.871753707e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	183542	98.4%
50000	46	< 0.1%
100000	40	< 0.1%
200000	31	< 0.1%
40000	26	< 0.1%
500000	22	< 0.1%
300000	22	< 0.1%
30000	19	< 0.1%
150000	18	< 0.1%
400000	17	< 0.1%
Other values (2094)	2740	1.5%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	183542	98.4%
1	3	< 0.1%
8	2	< 0.1%
9	1	< 0.1%
18	1	< 0.1%

Value	Count	Frequency (%)
30000000	1	< 0.1%
26888200	1	< 0.1%
25000000	1	< 0.1%
19800000	1	< 0.1%
18691002	1	< 0.1%

par_pri_emp
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	24658
Distinct (%)	13.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	13382.56195
Minimum	0
Maximum	25642806
Zeros	127636
Zeros (%)	68.4%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1998.5
95-th percentile	26629.3
Maximum	25642806
Range	25642806
Interquartile range (IQR)	1998.5

Descriptive statistics

Standard deviation	161858.1317
Coefficient of variation (CV)	12.09470446
Kurtosis	7775.502538
Mean	13382.56195
Median Absolute Deviation (MAD)	0
Skewness	70.11203895
Sum	2496155603
Variance	2.61980548e+10
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	127636	68.4%
1620	234	0.1%
1500	120	0.1%
1600	115	0.1%
2000	113	0.1%
2500	113	0.1%
1149	108	0.1%
1250	94	0.1%
1700	93	< 0.1%
1565	80	< 0.1%
Other values (24648)	57817	31.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	127636	68.4%
1	3	< 0.1%
2	3	< 0.1%
3	17	< 0.1%
4	11	< 0.1%

Value	Count	Frequency (%)
25642806	1	< 0.1%
20766553	1	< 0.1%
17408822	1	< 0.1%
15518546	1	< 0.1%
15420411	1	< 0.1%

par_seg_emp
Real number (ℝ_≥0)

SKEWED
ZEROS

Distinct	1593
Distinct (%)	0.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	341.3471904
Minimum	0
Maximum	4170901
Zeros	184739
Zeros (%)	99.0%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	0
Maximum	4170901
Range	4170901
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	16471.8578
Coefficient of variation (CV)	48.25543687
Kurtosis	32130.06834
Mean	341.3471904
Median Absolute Deviation (MAD)	0
Skewness	153.6010717
Sum	63669102
Variance	271322099.4
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	184739	99.0%
5000	5	< 0.1%
1065	5	< 0.1%
833	5	< 0.1%
1232	5	< 0.1%
2100	5	< 0.1%
1565	5	< 0.1%
2400	4	< 0.1%
1650	4	< 0.1%
2065	4	< 0.1%
Other values (1583)	1742	0.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	184739	99.0%
1	2	< 0.1%
2	1	< 0.1%
3	1	< 0.1%
5	2	< 0.1%

Value	Count	Frequency (%)
4170901	1	< 0.1%
3246710	1	< 0.1%
1814000	1	< 0.1%
1589946	1	< 0.1%
1447600	1	< 0.1%

nov_emp_6m
Real number (ℝ_≥0)

ZEROS

Distinct	25
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.3815079106
Minimum	0
Maximum	35
Zeros	145294
Zeros (%)	77.9%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2
Maximum	35
Range	35
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.9578173187
Coefficient of variation (CV)	2.510609327
Kurtosis	50.46994352
Mean	0.3815079106
Median Absolute Deviation (MAD)	0
Skewness	4.940283871
Sum	71160
Variance	0.917414016
Monotocity	Not monotonic

Histogram with fixed size bins (bins=25)

Value	Count	Frequency (%)
0	145294	77.9%
1	25560	13.7%
2	8849	4.7%
3	3566	1.9%
4	1557	0.8%
5	757	0.4%
6	374	0.2%
7	246	0.1%
8	126	0.1%
9	66	< 0.1%
Other values (15)	128	0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	145294	77.9%
1	25560	13.7%
2	8849	4.7%
3	3566	1.9%
4	1557	0.8%

Value	Count	Frequency (%)
35	1	< 0.1%
28	1	< 0.1%
23	2	< 0.1%
21	1	< 0.1%
20	3	< 0.1%

def_emp_6m
Real number (ℝ_≥0)

ZEROS

Distinct	14
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.09701752599
Minimum	0
Maximum	20
Zeros	172034
Zeros (%)	92.2%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	20
Range	20
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.3836828182
Coefficient of variation (CV)	3.95477842
Kurtosis	103.5947152
Mean	0.09701752599
Median Absolute Deviation (MAD)	0
Skewness	6.708168452
Sum	18096
Variance	0.147212505
Monotocity	Not monotonic

Histogram with fixed size bins (bins=14)

Value	Count	Frequency (%)
0	172034	92.2%
1	11905	6.4%
2	1956	1.0%
3	432	0.2%
4	106	0.1%
5	49	< 0.1%
6	16	< 0.1%
7	12	< 0.1%
8	5	< 0.1%
12	2	< 0.1%
Other values (4)	6	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	172034	92.2%
1	11905	6.4%
2	1956	1.0%
3	432	0.2%
4	106	0.1%

Value	Count	Frequency (%)
20	1	< 0.1%
12	2	< 0.1%
11	2	< 0.1%
10	1	< 0.1%
9	2	< 0.1%

tem_med_emp
Categorical

HIGH CARDINALITY

Distinct	189
Distinct (%)	0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0yrs 0mon	95599
0yrs 6mon	4766
0yrs 7mon	4299
0yrs 11mon	4214
0yrs 10mon	4091
Other values (184)	73554

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0yrs 0mon	95599	51.3%
0yrs 6mon	4766	2.6%
0yrs 7mon	4299	2.3%
0yrs 11mon	4214	2.3%
0yrs 10mon	4091	2.2%
0yrs 9mon	4040	2.2%
1yrs 0mon	3975	2.1%
0yrs 8mon	3877	2.1%
1yrs 1mon	3588	1.9%
0yrs 5mon	3529	1.9%
Other values (179)	54545	29.2%

Frequencies of value counts

Unique

Unique	25 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	11
Median length	9
Mean length	9.077019992
Min length	9

tem_pri_emp
Categorical

HIGH CARDINALITY

Distinct	291
Distinct (%)	0.2%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0yrs 0mon	95405
0yrs 6mon	3795
2yrs 1mon	3776
0yrs 7mon	3234
2yrs 0mon	3051
Other values (286)	77262

Frequencies
Length

Common Values
Overview

Value	Count	Frequency (%)
0yrs 0mon	95405	51.1%
0yrs 6mon	3795	2.0%
2yrs 1mon	3776	2.0%
0yrs 7mon	3234	1.7%
2yrs 0mon	3051	1.6%
1yrs 0mon	2672	1.4%
1yrs 1mon	2444	1.3%
0yrs 11mon	2052	1.1%
0yrs 8mon	1937	1.0%
0yrs 9mon	1900	1.0%
Other values (281)	66257	35.5%

Frequencies of value counts

Unique

Unique	45 ?
Unique (%)	< 0.1%

Histogram of lengths of the category

Length

Max length	11
Median length	9
Mean length	9.090428526
Min length	9

qtd_sol_emp
Real number (ℝ_≥0)

ZEROS

Distinct	23
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	0.2061515202
Minimum	0
Maximum	36
Zeros	161559
Zeros (%)	86.6%
Memory size	1.4 MiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	1
Maximum	36
Range	36
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.7017413349
Coefficient of variation (CV)	3.404007568
Kurtosis	127.6281962
Mean	0.2061515202
Median Absolute Deviation (MAD)	0
Skewness	7.710467395
Sum	38452
Variance	0.4924409011
Monotocity	Not monotonic

Histogram with fixed size bins (bins=23)

Value	Count	Frequency (%)
0	161559	86.6%
1	17843	9.6%
2	4357	2.3%
3	1389	0.7%
4	608	0.3%
5	265	0.1%
6	193	0.1%
7	103	0.1%
8	87	< 0.1%
9	33	< 0.1%
Other values (13)	86	< 0.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	161559	86.6%
1	17843	9.6%
2	4357	2.3%
3	1389	0.7%
4	608	0.3%

Value	Count	Frequency (%)
36	1	< 0.1%
23	1	< 0.1%
22	1	< 0.1%
19	5	< 0.1%
18	3	< 0.1%

default
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	1.4 MiB

0	146161
1	40362

Common Values
Chart

Value	Count	Frequency (%)
0	146161	78.4%
1	40362	21.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

First rows

	df_index	id_pessoa	valor_emprestimo	custo_ativo	emprestimo_custo	agencia	revendedora	montadora	Current_pincode_ID	nascimento	emprego	data_contrato	estado	funcionario	flag_telefone	flag_aadhar	flag_eleitor	score	score_desc	pri_qtd_tot_emp	pri_qtd_tot_emp_atv	pri_qtd_tot_def	pri_emp_abt	pri_emp_san	pri_emp_tom	par_pri_emp	nov_emp_6m	def_emp_6m	tem_med_emp	tem_pri_emp	qtd_sol_emp	default
0	155653	487469	63418	75571	85.00	136	14189	86	3783	10-05-76	Salaried	03-09-18	8	2064	1	1	0	676	F-Low Risk	41	16	2	1365190	1454300	1454300	3746800	3	0	0yrs 8mon	5yrs 5mon	0	0
1	98628	627194	42494	69042	65.18	1	22056	45	4923	05-02-97	Self employed	26-10-18	3	1298	1	0	1	824	A-Very Low Risk	1	0	0	0	0	0	0	0	0	1yrs 1mon	1yrs 1mon	0	0
2	132937	636647	56909	69407	84.86	5	17980	86	3396	06-05-83	Salaried	29-10-18	9	679	1	0	1	755	C-Very Low Risk	14	4	0	12162	97826	26664	0	4	0	0yrs 5mon	1yrs 4mon	0	0
3	29031	518430	69488	82782	85.00	19	14375	86	1838	07-01-83	Self employed	19-09-18	4	603	1	1	0	604	H-Medium Risk	5	2	0	68664	80000	80000	11840	2	0	1yrs 1mon	3yrs 1mon	7	0
4	67486	577759	54963	66783	84.90	74	22928	86	2578	01-01-94	Salaried	14-10-18	4	286	1	1	0	737	C-Very Low Risk	3	1	0	36654	57131	57131	2658	0	0	0yrs 10mon	1yrs 4mon	0	0
5	45170	576606	52678	64970	82.50	147	17694	45	2782	16-06-92	Salaried	13-10-18	2	242	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	1
6	158563	543198	49078	77221	66.04	255	23415	45	5829	01-01-80	Self employed	27-09-18	3	2079	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	1
7	85119	459958	58342	72199	83.80	135	22831	120	1694	26-03-79	Self employed	23-08-18	4	175	1	1	0	300	M-Very High Risk	3	2	2	339169	1144500	1144500	0	0	0	1yrs 4mon	1yrs 11mon	0	0
8	90337	598106	62947	76638	84.81	103	20535	45	7004	17-09-95	Self employed	22-10-18	7	1281	1	0	1	612	H-Medium Risk	1	1	0	4269	42168	42168	2206	0	1	1yrs 11mon	1yrs 11mon	0	0
9	76243	622880	68517	88500	79.32	248	23337	51	1774	26-07-96	Salaried	26-10-18	4	422	1	1	0	738	C-Very Low Risk	3	1	0	79169	92000	92000	0	0	0	0yrs 11mon	1yrs 3mon	0	0

Last rows

	df_index	id_pessoa	valor_emprestimo	custo_ativo	emprestimo_custo	agencia	revendedora	montadora	Current_pincode_ID	nascimento	emprego	data_contrato	estado	funcionario	flag_telefone	flag_aadhar	flag_eleitor	score	score_desc	pri_qtd_tot_emp	pri_qtd_tot_emp_atv	pri_qtd_tot_def	pri_emp_abt	pri_emp_san	pri_emp_tom	sec_qtd_tot_emp	sec_qtd_tot_emp_atv	sec_emp_abt	sec_emp_san	sec_emp_tom	par_pri_emp	par_seg_emp	nov_emp_6m	def_emp_6m	tem_med_emp	tem_pri_emp	qtd_sol_emp	default
186513	170573	510770	56759	67143	86.38	15	15733	86	300	01-01-78	Self employed	16-09-18	11	2275	1	1	0	16	Not Scored: No Activity seen on the customer (Inactive)	1	0	0	0	0	0	3	2	3956796	4050000	4048617	0	1100	0	0	1yrs 1mon	2yrs 2mon	0	0
186514	96696	626144	58947	81600	74.75	104	21531	49	7148	11-01-94	Self employed	26-10-18	10	900	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	1	0
186515	36985	429239	51578	68000	77.94	248	14791	45	1789	21-07-94	Salaried	09-08-18	4	166	1	1	0	17	Not Scored: Not Enough Info available on the customer	1	1	1	1	1	1	0	0	0	0	0	0	0	0	0	8yrs 5mon	8yrs 5mon	0	0
186516	176963	525238	57659	71260	83.22	18	14115	86	2694	01-01-80	Self employed	21-09-18	4	2605	1	1	0	309	L-Very High Risk	6	3	2	346688	357500	357500	0	0	0	0	0	0	0	0	2	1yrs 2mon	1yrs 7mon	0	0
186517	139443	451783	51803	66002	80.30	5	14145	86	3345	10-09-80	Salaried	21-08-18	9	841	1	0	1	483	K-High Risk	36	13	8	330430	601990	601990	0	0	0	0	0	8981	0	2	0	2yrs 0mon	10yrs 1mon	0	0
186518	158885	578514	51078	71008	73.23	29	24377	49	5930	01-12-97	NaN	15-10-18	3	2082	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	0
186519	144610	557346	38694	66042	61.02	2	22561	45	2381	12-07-93	Salaried	04-10-18	4	536	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	0
186520	204677	647122	51913	66810	78.75	84	17433	86	2933	01-01-61	Self employed	31-10-18	21	2767	1	1	0	300	M-Very High Risk	9	5	2	1418217	1462307	1462307	0	0	0	0	0	7428	0	0	0	2yrs 7mon	5yrs 3mon	1	1
186521	68304	459266	60007	71460	85.45	76	16596	86	4426	26-05-79	Self employed	23-08-18	8	693	1	1	0	783	B-Very Low Risk	5	3	0	1577565	2057000	2057000	0	0	0	0	0	1260	0	1	0	1yrs 7mon	2yrs 10mon	0	0
186522	57003	467189	53078	62526	87.96	20	14004	86	6239	01-01-82	Self employed	27-08-18	5	1903	1	1	0	0	No Bureau History Available	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0	0yrs 0mon	0yrs 0mon	0	1

Overview

Variables

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Cramér's V (φc)

Missing values

Sample

First rows

Last rows